# The “Futile Labour” Paradox: occupational physical activity fails to offset diabetes burden and is associated with microvascular stress signals in rural older adults

**Authors:** Kefeng Zhang, Xiaohui Liu, Chi Ma, Yongheng Zhao, Xuefeng Xi, Gaixia Hou, Limeng Liu, Yan Gao, Dehui Zhang

PMC · DOI: 10.3389/fpubh.2026.1790766 · 2026-03-16

## TL;DR

Heavy physical labor in rural older adults may not prevent diabetes and could signal microvascular stress, challenging the idea that all physical activity is equally beneficial.

## Contribution

Identifies a paradox where occupational physical activity fails to reduce diabetes burden and is linked to microvascular stress in rural older adults.

## Key findings

- High-intensity labor modestly reduces insulin resistance in non-diabetic individuals but is more common among those with diagnosed diabetes.
- High-intensity labor is associated with a higher prevalence of urine occult blood positivity, indicating microvascular stress.
- No net benefit of high-intensity labor on total diabetes burden was observed.

## Abstract

Physical activity is widely promoted as a cornerstone of healthy ageing; however, this assumption largely derives from leisure-time exercise and may not apply to labour-dependent older populations. In rural settings, occupational physical activity (OPA) is often necessity-driven, prolonged, and embedded within structural constraints, yet its associations with metabolic and vascular outcomes in later life remain poorly understood.

We conducted a community-based cross-sectional study of 2,258 adults aged ≥65 years from a representative agricultural region in Northeast China. Labour-type physical activity was classified as inactive, moderate, or high intensity. To mitigate underdiagnosis, we defined total diabetes burden as either diagnosed diabetes or undiagnosed hyperglycemia. Systemic insulin resistance was assessed using the triglyceride–glucose (TyG) index. Urine occult blood (UOB) positivity was analyzed as an exploratory marker compatible with physiological stress. Associations were examined using modified Poisson regression with robust variance, robust linear regression, and prespecified sensitivity analyses.

High-intensity labour was associated with a modest reduction in insulin resistance among individuals without diagnosed diabetes (β = −0.079, p = 0.005) and a lower prevalence of undiagnosed hyperglycemia (PR 0.69, 95% CI 0.53–0.88). In contrast, high-intensity labour was more common among individuals with diagnosed diabetes (PR 1.43, 95% CI 1.11–1.85). These opposing associations did not show a significant net association with total diabetes burden (PR 0.99, p = 0.912). Independently of metabolic status, high-intensity labour was associated with a higher prevalence of UOB positivity (PR 1.25, 95% CI 1.09–1.44).

In labour-dependent rural older adults, heavy occupational labour may not confer metabolic benefit at the population level and is independently associated with a microvascular stress–related signal. This “Futile Labour Paradox” challenges the assumption that physical activity is uniformly beneficial in later life and underscores the need to distinguish occupational labour from discretionary exercise.

## Linked entities

- **Diseases:** diabetes (MONDO:0005015)

## Full-text entities

- **Diseases:** diabetes (MESH:D003920), Futile Labour Paradox (MESH:D019320), insulin resistance (MESH:D007333), hyperglycemia (MESH:D006943)
- **Chemicals:** triglyceride (MESH:D014280), TyG (-), glucose (MESH:D005947)

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13033493/full.md

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Source: https://tomesphere.com/paper/PMC13033493